RRepoGEO

REPOGEO REPORT · LITE

pageauc/speed-camera

Default branch master · commit 23979329 · scanned 6/20/2026, 7:57:31 PM

GitHub: 1,100 stars · 176 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface pageauc/speed-camera, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify README opening to emphasize 'speed camera' and 'DIY/embedded' niche

    Why:

    CURRENT
    ## SPEED CAMERA - Object Motion Tracker
#### Raspberry Pi, Unix Disto's and Windows Speed Camera Using python3, openCV, RPI camera module, USB Cam or IP/RTSP Cam
    COPY-PASTE FIX
    ## SPEED CAMERA - Object Motion Tracker for DIY & Embedded Projects
#### A Python3, OpenCV-based Speed Camera for Raspberry Pi, Unix, and Windows, specifically designed for hobbyists and developers to detect and track object speeds from video feeds (RPI camera, USB, IP/RTSP).
  • mediumhomepage#2
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    A relevant URL for the project's homepage or main external resource, such as a dedicated project website or a comprehensive YouTube playlist/channel.
  • lowtopics#3
    Refine repository topics for better specificity

    Why:

    CURRENT
    matplotlib-pyplot, motion-tracking, moving, openalpr, opencv, picamera2, python, raspberry-pi-computer, road, rpi-camera, speed-cam, sqlite3, traffic, unix, vehicle, video-streaming, webcam-capture, webserver, whiptail-menu, windows
    COPY-PASTE FIX
    matplotlib-pyplot, motion-tracking, moving, openalpr, opencv, picamera2, python, raspberry-pi-computer, road, rpi-camera, speed-cam, sqlite3, traffic, unix, vehicle, video-streaming, webcam-capture, webserver, whiptail-menu, windows, speed-detection, object-speed, embedded-vision, diy-electronics, vehicle-speed-detection

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface pageauc/speed-camera
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
tensorflow/tensorflow
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. tensorflow/tensorflow · recommended 3×
  2. opencv/opencv · recommended 2×
  3. ccrisan/motioneyeos · recommended 1×
  4. kerberos-io/kerberos · recommended 1×
  5. Motion-Project/motion · recommended 1×
  • CATEGORY QUERY
    How to build a Raspberry Pi security camera with motion tracking and web streaming?
    you: not recommended
    AI recommended (in order):
    1. MotionEyeOS (ccrisan/motioneyeos)
    2. Kerberos.io (kerberos-io/kerberos)
    3. Motion (Motion-Project/motion)
    4. OpenCV (opencv/opencv)
    5. Flask (pallets/flask)
    6. FastAPI (tiangolo/fastapi)
    7. Shinobi CCTV (ShinobiCCTV/Shinobi)

    AI recommended 7 alternatives but never named pageauc/speed-camera. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking Python library for vehicle speed detection from video feed on embedded devices.
    you: not recommended
    AI recommended (in order):
    1. OpenCV (opencv/opencv)
    2. TensorFlow Lite (tensorflow/tensorflow)
    3. PyTorch Mobile (pytorch/pytorch)
    4. YOLOv5-Lite (ultralytics/yolov5)
    5. MobileNet SSD (tensorflow/tensorflow)
    6. EfficientDet-Lite (tensorflow/tensorflow)
    7. imutils (jrosebr1/imutils)
    8. scikit-image (scikit-image/scikit-image)
    9. NumPy (numpy/numpy)

    AI recommended 9 alternatives but never named pageauc/speed-camera. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of pageauc/speed-camera?
    pass
    AI named pageauc/speed-camera explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts pageauc/speed-camera in production, what risks or prerequisites should they evaluate first?
    pass
    AI named pageauc/speed-camera explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo pageauc/speed-camera solve, and who is the primary audience?
    pass
    AI named pageauc/speed-camera explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of pageauc/speed-camera. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/pageauc/speed-camera.svg)](https://repogeo.com/en/r/pageauc/speed-camera)
HTML
<a href="https://repogeo.com/en/r/pageauc/speed-camera"><img src="https://repogeo.com/badge/pageauc/speed-camera.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

pageauc/speed-camera — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite